{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import time\n",
    "\n",
    "import torch\n",
    "import torchvision\n",
    "from torch import nn\n",
    "from torch.autograd import Variable\n",
    "from torch.utils.data import DataLoader\n",
    "from torchvision import transforms\n",
    "from torchvision.datasets import MNIST, CIFAR10\n",
    "from torchvision.utils import save_image\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import torch\n",
    "import os\n",
    "from datetime import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "from torch.utils.data import DataLoader\n",
    "from torch.autograd import Variable\n",
    "from torch import nn\n",
    "from torch import optim\n",
    "from torchvision import datasets\n",
    "import torchvision.transforms as transforms\n",
    "import sys\n",
    "from opening._MyCode.Modules import *\n",
    "from opening._MyCode.Utils import *\n",
    "from opening._MyCode.Utils import dataProcessDe\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "step = 26\n",
    "hiddenSize1 = 12\n",
    "hiddenSize2 = 6\n",
    "isDe = False\n",
    "if isDe:\n",
    "    SAEModel = torch.load(\"./modelStorage/DeSAE\"+str(step)+\"To\"+str(hiddenSize1)+\".pth\")\n",
    "else:\n",
    "    #SAEModel = torch.load(\"./modelStorage/SAE\"+str(step)+\"To\"+str(hiddenSize1)+\".pth\")\n",
    "    SAEModel = torch.load(\"./basicModelStorage/SAE\"+str(step)+\"To\"+str(hiddenSize1)+\"to\"+str(hiddenSize2)+\".pth\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FeatureSAE(\n",
      "  (ae1): AutoEncoder(\n",
      "    (encoder): Linear(in_features=338, out_features=12, bias=True)\n",
      "    (decoder): Linear(in_features=12, out_features=338, bias=True)\n",
      "    (activation): ReLU()\n",
      "    (activation2): Sigmoid()\n",
      "  )\n",
      "  (ae2): AutoEncoder(\n",
      "    (encoder): Linear(in_features=12, out_features=6, bias=True)\n",
      "    (decoder): Linear(in_features=6, out_features=12, bias=True)\n",
      "    (activation): ReLU()\n",
      "    (activation2): Sigmoid()\n",
      "  )\n",
      "  (pre1): Sequential(\n",
      "    (0): Linear(in_features=6, out_features=3, bias=True)\n",
      "    (1): LeakyReLU(negative_slope=0.01)\n",
      "    (2): Linear(in_features=3, out_features=1, bias=True)\n",
      "    (3): LeakyReLU(negative_slope=0.01)\n",
      "    (4): Linear(in_features=1, out_features=1, bias=True)\n",
      "  )\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "print(SAEModel)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "outputs": [],
   "source": [
    "# 参数\n",
    "torch.manual_seed(233)\n",
    "torch.set_printoptions(profile=\"full\")\n",
    "# 输出时不带省略。\n",
    "torch.set_printoptions(profile=\"default\")\n",
    "historyRecordNum = 0\n",
    "showNum = 20000 - step\n",
    "if isDe:\n",
    "     xsDf, ysDf = dataProcessDe(step=step)\n",
    "else:\n",
    "    xsDf, ysDf = dataProcess(step)\n",
    "xPredi = torch.from_numpy(np.array(xsDf.iloc[historyRecordNum:historyRecordNum+showNum, :])) # torch.Size([14990, 130])\n",
    "yPredi = torch.from_numpy(np.array(ysDf.iloc[historyRecordNum:historyRecordNum+showNum, :])) # torch.Size([14990, 1])\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "#### 第一层AE的隐层"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "for i in range(0, hiddenSize1, 1):\n",
    "\n",
    "    plt.plot(SAEModel.ae1(xPredi, isHidden=True).\n",
    "             detach().numpy()[:, i], c=\"blue\")\n",
    "    plt.grid()\n",
    "    plt.title(i)\n",
    "    plt.ylim(-1, 2)\n",
    "    plt.show()\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "#### 第一层AE的重构能力"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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/q1Y5sWo4LVQB5Zyf6fpdnwIA9Kf+CP7DEQHBma8h6tDykhv/WkIoVYo8z2rHX7+tQCxnEddxFmX0QlHcDr8eysKYJbvwlf4V/GKYhLf+OIYCh/Drd1cUcq6bbQCAOeuPYdfZ64jdOB3/fDAMq/ZcUEgYDTOq8Wc8jjceWg44LB7rg8Vi9/1wO2EcJv692DCjUOeI3jUfsdvfQfTuBcEdaMtH2gfpKPeRstBV7uXTABh+j3oae41jMN/wOnpotyGPeU5SpnKCxfyl4VWsiHpZsU2TJ82RdNDsxSjdrwAA3VVJ4ddnx1GNu+hVROO2dwAAzJgMAIg6tT7wz0cERczOD5CwbgK0Vw/535kxxGx9E5ocz99OaadURa0Mfu9HbDPOUqzjzNfAjEliOVYWwpP9u93nsWLXeRx0+lI7avcBEAozDTLkoaUG0FiyAQAx296CrUoH2Cq3k2SRjTVmyS6cMM7DAC3wlO0Rcf33hhfRVHPcqwwx/85Dfuvxhf4MAHDqWj4eXrYb153zBr74iS9ccg3nnPTlHBZhApjTAFr/kSHGQ8ul42Sw62cRD8lCb6sRftjyhzYAOGLKo5bVBKdR7oHWJCnyrw0zxb8v5tmR7Px7MXsGcBdV9manhRC3zvSxfj8PERr6s5sBAJzNfzisxnQOsdvehPHQcvCPZ4ZZspJFqbLIM7R/eKzTWLJx4mo+/vrvasjjz/z1iKjElcgeDgXCeWK3zkHSdwPF1dqrR9Dp+JsKv66LE8ZhmKP/EAB8KnEA4I0pQcud8ON9SP24vrg87MudXpW4ERZk8rXE5TxmVN3PL+IDk0PavLpI+yiwUrLZ+37xHIrT4NyJfWil8W+V8Yk1kMquicrWHU3eBdX1Bef2q653MefXfZ5yyR5MXP5lv7IRhSAI16g255Ti/7JEqVXkrlduzpyNwZ9tx/SffccVB0oL7gju1GxDI6fvGABiYEGsc1KQy7sE8J5KMvHH+9Dx2rd4y6mwo6CcdByo/RsDNRs8jitoPEq5gvm3ot2JOrEOGlse/DmWOmt24aDxfjTX/AcL0+E0n+Z34tA/snPydoBXV7AukrKUSUx3WWaBYzxuu/4tPpdNULqwlWuMvHbPSqeIKYd0/izG61aojh919AfV9T/v9FTUiu17TnqsYwaply3nKHmZsKUBznm/cAHMtbgerI7YimGVqSRSahT51XwrqmqkqA7XK7f75GOoPvLvol7Cx4a38GPU8+K6+7U/oQYnWHqxB5dAU3BF5UjhzHdrNwFQD5GbY/hIsVzD/DUONpuiWMdZvfgMvCFzJcljrd2pwZ3Hl4ZXxeU1fDucQyoSNIWdrBTOy1mkB0Ha3BpIm1vd2wG4kGPGflYdOUwqKyD/2x3eEI/se9Yiv/XjmGq7FysdHRB1bA1S2TWM06orbNeEpTvPaRcBAM6wcqrbo+GpqFvNOyL+rSkILaKoNKLJuxj6mwoLXJFzYmRT2ZsYLTWKvNc8pSX3kb03ACBuwwtFdg4d1K3hSfpliOKkbamfu5U1dVgUr3vrDU+iEufb1dPKPBcA0H/+NnEd4zSymzVAZD+Ajpo9Xnf72fCcYvk6i4WF6WGALbjzOeGcP0BNQeA/5D6fbEUMzDjBKkhyIBYtzB+p7n9t8BoxrvRLR3dMsD0GS83uAIAoTpDbxpQ1a/ioRPgim8Wpro/mLMhinsd+ZO8DAEj+ppfPccscjEfq561Q7rPm0Gb/J63n7UhYOwb6s5ugue75luOBMxrMZ6Kd01hxzatwjsLds5FMqVHkCUYdCphBXN7L1wQgRRYUBWm47nP7Qb6qx7rYv//n4R+uqbmIcj7GsqZ3xBVISmOwZSq6W2YjlzeCswVnkV+9Jj0weB9f9/t2ZTnWHMTAAj30TLBEg7ZxbM7JTufkrwLGAMagyT6O7Hwb8q2C0m/EHUcTzQmck1nFeTDiGhLE5VWODgCA4/GtwSfV9BjaUqePYlnPOQDXD5vx0LjHgLuRzdQnMCfrvla4w84zYa5iP+/9DaMsE7PlDfHvlEWdxb81pguI+u8nJK28B6lf3eI3E5pp9QCA6L0LoTGd83BbJn17N9I+rCpkVTu3acxXwR1YibQP0kPKto4kSo0if6hDdYX1WIm7giN8FdjTGhfZOfz5i5+yPYwF9h6KdTG7PlHdt26Md8taY1KWEdjGbsIhVg15MCInx7cicmfBL5JF/7huJU4Yh6G9RvAHvz+oibjtnJtL4TqLhQV6RBXSIjceWQkA0GXt9dgWvXs+9DNTkbqoE2ouqI0u723EwYu5+DFKeHuSu1OY8xad67R8j3KC4kw1e1pzLdITYavY2mO97rLweQ3O4lb5Fdp57OMiG5JF/pG9D561PQgAuEP7LxI4SSFk8rWd8smwlX6FoYb26hEY/vtJsS7qxDrVfTle6aLSFHjPuxB2EALrDGc3IvWLtkj5QhlFpb+wXVrgpXtVt+IB8e+4DS/6PocbuouZMO5fEtQx7nDmazDu+TykMYKh1CjyJAMHLSf9rL5wdMcVJIDLV/NXC5gsdrSZs0H85494TlC+Q60vIOdOYdLSUrsXrozaitstr2M/q4HWAURWAMAjdqGe9bV7fsJ91mcU27wVYcpnUTh5MQsXvGRjqpF53LO2zGLDK/igyQm0qy69rRg55Q+seqWKTkVuRUPuBDiVCVwX+y/k4puNu7Dtn1+x8bjwBuCam9Dme84FxP39svi3zRkBe+9XO8R1efCMlJljH4x7LFMwuIfwoEywKX3Sa8e2w7sDGoNPSPc4Nvrfj6A/9QcSfx4HADhdK7Bm4bPtQ3GUr6y67X373QCAUTopyibxx3vFv9vM2YDuczcHdJ5IJ2VxVySuHQO9bP7BWv1WAIA9RYiW4iw50F3arbDOhfXZPsd2z5TW5l8S3uhsBeCskmHFOK3XezT6wNJAPwoAIHl5b8SvfzqoY6KOrBISl5yUm98E8RteLLaY9lKjyHm3qAEr9LjMEj18tPJ48q7vb1JsW3vAexIIALFcagGLAtM63TgOK/j4yjjGqgAAnpTFhAeCPa0xtvA3ict5bZ9GXocX0bxKgse+eTAi33QdfbxkY7qQN4VgNkHpH+MrKfbpdeR5xbLrs7nozf6EhelRTZOFNVHPo8GBN9VPxnh0+bYBHsnshZ477sekFZngVCd71VnpuAUAMFL7q7iuAFHIYsrPb4cOW1kD6Gp1RW6XWch66Ihie7m4KLGG+9i495Wf7dgPSFo9QlzOia+LtY42sDA9JlrHKfaNcytJYIYBapxhaQCASyxJXMfHSUo/AXnQ51+EJifwAl4RBe/wCA1M+n4Y4n95FACgybsER1wV5LWdCADQ5pyE/tw/HsNE75rv+zwquQdpH1ZF6pftUO6TBuI6e+pNqtFiAJDf7CHf5/CG1Rm77rAg/pfHoMn1Xkwu4ZdHkbBugsd6jTnw30IolB5FbhMU0f9sI1HDLBQ1usbioDGrTyqezjYjFspXYX8FtYxON8Mt9auAuRoLuN3Mx1gV3GedFJTsBbLsE0d8OsBx+Dijmcd+JhaNrtpd+M0w0ftgjIkFwgAg2mlpT7KNRSPzfPzHS6FZLosmDvkeURl8309hkSmxWscXIu73iYpCZFz+ZUUaPQAcMY7CzmUv+/i0EvaU+rhLuxUJMKGZ5pi4fkjrmvim3ff4q+92tK6qnGDUajiYG48E9N7rm1zTpAIAvrZ3Vd1+PboaHrY9ifqWL/At3xn1zZ+L2z6098Xb9gGoa/4SgKciP8Wn4Q7La7judMFMsD0mbuNjJPfUMsM0bDE+htSF7aErokJqxcmO09mY9dYMWDd/oLo9bW51j+8eAIxHVsFwbA00prPgY9LAJwjzRprrJ1XT7KMPLoXu/DaP9SJeOi+5/645ewE43tMNyHTRqoWWNLlnEXVgGWI3Tlc+AGThsfosoURD1JHvYTyyEqlfthX7tMpJ+8DzLVCUK9gos0JSahQ5c85Y22TJqrmIcSorzxto3RdTsM84Gn8ZnhDXmf2krreuJPyoezerDluVDihoOAymLkJ2YIUESRn/wbcQfbpq2JkGWY+cRtajrtcu6Uaz1OsvrOE4/PLwzUg0Kj8PANTWnPdaeyLtw6qou0CaBOxYXTimAFHIQzQ+cUjRFdqrh/GJfg72Gsfgaf034vqsR8+AxZSDA8qIj+gDS4VCZM4bP8Fpfblzp+k7r59dDs/zSOLy8JZ+Lg7wklLQcQ4MblMHN1WtiLn3SA+0j+5pCk0A1c/yNHFoZJ6PV+2eLpTr3T+C2S2UXf7Auo5YvG0fJN5HOrfEov/ZR+Eok364Nujw4y2rAAD21Ibi+ps0kiVuOPm7X5lLGqv2XMCbho9QZecs3zuq5Uz89BAMZzeDjykPh/MtJfHncYjbNF11CKPc9cE7BP80bwdnNUF/5m+/slortRPCE52ymOveDQDIueNd8FGJqu6bpOV9kPD7U4jJnAfdRakSpu5SprTPynuEqC+Zeyfxh1HQZe0RJ9A110+oysQbhDdKUuRBwtuFCzvqZilCJIfFgOPtMKrEAA/V/gYAqKrJQhIEyzQ5Ru91fE3OaVSG4Jctn5wEaA0wdX0NfLzgUlkxrj3uaV4ZL3Sri8+HNccn9l5iFI25rjIiZAvfwMNKeMD6NK4OXQ9oJOWZHGPAukc7oEkloR2ZQ/51OTz95Ha7Z7LNg+dfAiA9BHJkURm6q4fRTetpYbhor/Pi77cLD02Hij9ajZw7hNokjtiKyO4v+RHN184CAOpwZ8HJHrY6twmx+UObI6NFZbSqmhTQ+QAgD9Ew65Rt3Gzlm8NapzesPh7YdreH11nZJPDD1ifwG9/K/RDM+E0ILeW8REfEbn1DdX1JxuaQGQq+oj6yvWdR8rHlwaJTvW6/MlxozmE8uExcZzy4DPHrnxZq9WycpvB7Z/dT93U7kmpCazqH+D8nAwBMnafD9sJVWOoPADMmwXB6A/SnlQ8ExdyNzCjSuNVKSptXB3JDS2O5juRldyFm+9sAgNSvOnrIo8vaC41VqPHE2UJNqAuMUqPIXfHSiXGSonIpr3h4RogscUiv3ZnGsVhqmIbfTHd7vWlTF7ZHzyufAQCY1nMyrny8EZNur4O7m1ZCo0oJuIoEMeLh14NK37tD5bL/zreEI6Wu6rldVW9NTHIncHYzLuVacOKq8NkcPMMd7ygjBeTlAKYOEiaZrLI3lvj1ni6g7D6LxL8b4ZjHduHcztBCHxOgcix1esOeUh+mTtMUcdwJzsnjCtw1PK9fLI3vVmelaeUEPH1bnYDOBUjPSItd+dbyumMo/jx6xWcbO6tb+SETYjDDNhzDrM9jLS9Fu+g00o/bDMEAcCWtuEcdRSLrDkuTyWnz6goZy064AsmtwZ3x0U7QRzy3pVpXMXyUk7knOeckefSujz1cUrb0W3D5/kyPsaIPKCNM5L9PPioJWtN5JH0/xKssnMwo4iwqUTQq93ns9neQtGKAuGyu1x9MJ+ib5GVS5FrUsbVC2GSYI5pKjSI/fVV48mn0kosj1xnG1kGzDyeMw1CXk2aQ5Qk8ANBOIzQg5lY+4Le+A/Phn5Wzj9UAAKxyTugVlqaVhde0DXxTcR1nL0Cvj7dg8GdC+NXqnUdQXVax72bNfkzVLRSX61dMwdanOuH5ns29nucYXwm2al3E5bZmdf+oS2Hpzyh7i1plyTeuOGsAgDYK14b+Bkutu/DZv57hk0bO7Qev8rYRDCPbeMbzA8DGc3Y8vWof5m484fVYG9OhbpoylvxTRy9s4pVhrAObSZPHoh/dKXfy17cGL3QJQHv1iFeXndZ0Vvy73ALpPhQTdtSOyRfuR4tKFFZud2fUV7WuCpeU8fBK4di8i6r+cRajnnmrQCfpAGZMEv92D5F0kbD2IVkEjHDOq8P+lGQ6sFjlKEB/Xgo6cCRUA2fP9/ChRx3/GalftEXSysHuhxcppUaRbz4qpMhrdJK/MxeCwh2i/QMA0E0jXWQDbLAwHeY1X60Yp9zFv3DqF1mEBuPx9fIvlSfTqEcyuHOMVUEt81dY5/Y6Hhfl/eZXY3xnwXK5yKRwQfeU5f47hmONrGzAEsMM3K8T2pHt5WtAp+HAcRzi6t0KU/sXkN9sjMd53MP+LiEZNcyLcN0tTd5lkV+xStbrPHsvDLT+D3v5GihgBtxu8XQntH3zL3y+K1tcrmFehIuyqA8X1mrqk5SBclvdctg2UXgDWetoI673FoEixw6deL0BYEKXWqr7pcRIY5lhAAMnZt1qAqjUV5KIOrAUaR+kI2VxVyStuNu5VqnQ9Wc2AoyJUSkismgxe6oURZLX7lnkdHsPAJDTfa4YhujCZTWz6FRFow55SKE+S32SOPvub5Bz+9visqWWMndD/gCQu7sS145RNdI0NpNYg8dVZZEZ4oTMYQCGc76bmBfclCFMqgJI/raf6j76S5nCpGiY6qqXGkXeurJwIbV6SRnlOl0RMZzzlVfmajDADiv0aNf4JuRFVYCcs4ekL0675V08cVEZqhdMuyG1bMrGlTxDC32h0wpj5ECmUO1mjNL+jKac4P4oZ/f+Oj/I+hK0LlcAp0FBy4dhvukecftJvjwAb5UXOXSwvKdc47Q8T1kkeWbZh6Nmo/boZ52OJpZPMezmeopjluwULDqT4mHBweBW9iDroSOw1unt9bMEy+O2x7HQLliEV5j/6163Ugp0Guk7q5To6Ubr17giMlpKoYYMGrCoBKH2fbAlFG4kjCF1QXMk/C5FQemdFqX79xL3z2wkfjcIxiOrFOtt+dni34446S0lv/XjUla1Lhp8nDL8Fc6MTd6YrKiHZKnb10NMK9Mia5zk5rNVaS/ul9fuGZg6e2+4Yjj1p2I57cNqqlEmnDUXaR+kI27j/wS5ohJhT2visZ8algb3iNfNLwXqUXShUmoUeYUYp6LSSBOWJqfii3HGSGtlilwHO+zQokpiNCyc8sd6mE8Hl58lWCk7CjdRlRantP5qmBfhQLOphRrLxVFnrDoAZGVnY5r+C3wfNcVnF54cFg0zoiRF7oSPlR5eO1g998MU5CEaFyrcKq2wFSDXbPcoM/BU19pwQIsPM1qhfvk4WJkW/8YJrpo564UfIoMGGxxN8IRViLdP5txm9QN0WwWKHTpMsT+AGuZFyEa81/2m20aAZxy6t1Rei861PSfrXuxeD7EGpS+dGRKgseYg+4pUJvdz+50hSh9eog5967UWTvV4T2PFcN7TMo1eL93T+W2lJBqTRfkgEMN13WDGFHD2fPEeVqs7zqBSy15rQNajZ5DferxoDYdC3MZpwvntZvDGZEBnBDhOiE93I2vsEVy+byeyHj6B7N4LYavUFkylhg/jtMh68BBMHf8nrZTNNRQlpUaRa3lBWctvGJdFXlcjWIMaTt4cgBcnHfPbPqkYq2k5DXTXjkKNqbZ7Vde7s2bszdg2sTO+HtXSuYZDekpwlrg7DmgxxCqkG7/1s9SGzFecsrciUExW17xrA8GnPMc2yOs4sXlSOJ0+azf2nTiNCtw1mJgRo6xCGdlYgw7bJnZGi/REcBxQz7IQ/S+Pxb7zyi5No2yTsYoXZvsHWF5Wda8UPepvUUnRwoN/vqMnalkWoV7FeNQuJxgAr/VtKE5qNq7k/SEAANrc0zAe+hYf/SIou8/td+Irh+QbLon1yhN+m+CxrqCBMCk4tq3woP84TulKsafeBFtaUzHEDxAs5vm4G/byTXE541fcY5mCR77ZjZELd2LPOeG7Z16aivDRgtWuvX4ccX9MhsZ0XgxZdKFRqeEvh+nUxwaArEdOw3zTPbBWCXyeio+V3h7cAxuuDl0P6KLBYssDGh1s1bsCHAdThxdR0GiEYl+OOQBDLAqajZbWXfRdLrmwlBpF7gpZY1ojHuog1ONoXkt5Q8gtcg140e0R1URSYFdZHNJjeK9VBtu3V0+f90aVRMlacBUAcic5Wi/K7A+zM6TxI0ivk9FuXeblVNNkYfMEzxApcByuDfoBl0fvQfJhYTLnOrx3vOFkddDj/n4ZfX7rhGjOij/5phh1zyjRJy0NLynO+77O9BivfgXhAbOT1cNA6/88thcXNVOU1lybGilIjjFg28TO6FpXmFjbNrEzPhjUVO1wD+bkCpFAKx0dFfHm3mKoSxKOmPKif1lrFyzjA9luO9ktcCTVRO6dUvasgXMg1y4cZ0u5CVtZAxy4aMLBSyY8sDgTgHqkFyC8yQBAypJuiN63EFHHf4bWdA5M5uf261V2m7NqM2cD7nrXGW7Icci9/U1c7xd47RTdFancs/ubhLfm6iymHEwdX/I65rWBgkuKu6oeCRYqfhU5z/OYOnUqMjIyMHLkSJw8qSxWtHv3bgwbNgxDhw7F+PHjYbGE3lOyMOw66Xxl0Rlxb5uqyGhRGU92V04yyhW5Fkw1DDAfRhj4PGi8dBlp29C3G8IdeZia3O0j55dH2uPB9oEp8gKVCbvcXMniPcxX8dju8rG7Y6/QHMyYDHN94UGWr1LjxMXBaiNU1y9zdEWzKp6vlRo/0whxUTpsfaoTtjzVSXxzKmq61U9TLA9oWgmfD2uuWNc83XdZ28Jyxc2NYzz0bVjOEwout8G1/itw5d6tQg6Ds/ywziFMEubxyvuNc5hFpWytKkU4iYlT3ibzZArx5J1SNBXvLc5cK53XwPluRiKfs3rYKiT4Hc0yed3Hham9/xLXBveyAl5+wwAALw8rQIhqAQDEpnndJxT8KvJ169bBarVi6dKlmDhxImbPljrUM8YwZcoUzJo1C4sXL0anTp1w9uxZH6OFhyt5VrHhLtNGwaDT4Onb6iAxxoDXGklRKfJXNC3HKxR51oOHsDsjE2ZmgNZhQfRet0gVAKaOL4sJQIGi00o3kDeLPBjUIi/OX5Umi9yrGP7L+4+/zr1tDiZYH8F3DhXL3cmRKoPQ0fKOx/o/ec9SAgDAeXFluNhxKhscx0HDcapFsoqCqd3rYWCzSnjm9jpoUikeD7avhkayiea3BzRGorHw30mHmlIU0eWByuinK87a5TvuFkI0Cxr6LtTF5V3yOdcRDpjGAEv122Cv3FaoE8PpxI48Wme0h/t3w9ktYnif4bQ0kfiYbhV6fPQP7ld5+7LzTHStfOvoiPxKHcRtjkTPUsRZzZ8IqJGEGrt47y0Fsx49g+s9PhaXT5t4z+29vsDl0VLFTldsuIjGR8QZx4mRLu4wg/Bg5w7/6P34EPDbfHnHjh3o1KkTAKB58+bYu1f6kMePH0dSUhK++OILHD58GF26dEGtWurhWi60Wg5JSd67vvg+VlK88jHsOi1e0gtP+YSUJCBONn6spNh04KHRCOfXgIeDaWTjxMCkz0dNzTng8jlYat4O3TVlYaaoLuM9evLKZfP3uWLjBXeCTq8t9DUoUOkaL6+T0rqCBpC5Y6+weDQO4FwrnT5rb3KZeIZLLAkH+aqK9PPJPeqrHnM613dSzPtDW4jH2WW3YWGvizdmDxIeNA/eKj3QfnmiE97+7QjualYFn28+odjf2/eol03eubZ/em8bNHxZqH5ocHsg5DvvFGM5wb0SvX8xdP3V4/IBQP9BS7CKzWAfvV51eyD3V7Do+AKwmARxXI1OD4NO+HyxOuGeynfr2crxVhhi45CUFANH15egXS+5xa7kWXElzzOLevGu83giVrj3c1gs4hKikZTgHDfWs7rk7f80wm7ZaTc4mqB9gJ/dAul7uGB24KaKbnMb1aR8gM93XsaMZ/8DdAZAH4MkAGjeB2eu5SPdeT5WqSm405JVnpAUp9QvHiijc+T6haXWBRr1L/LvEQhAkZtMJsTFSRNmWq0WdrsdOp0O165dw7///ospU6agevXqGDduHBo3boz27dt7Hc/hYMjOLlyIlvwCZGfnC1mYWiOumqzi5cs2awG7NH5Gs8qAM26fAwPPC+fXwQEHNApZcnMlKyDq+G/IYglI4wS3han9CyjwIXdSUozfz5WXZ0UiAJsdyCnkNTDD04KMlnWSv5jQHJqs/YhxruOAoK63t31fWXMQgB49rK/ihHGYuH5Aowqqx6zZ412R92xYHt0bKo/LZrFY5rgV/Qt5XYIhWcfhf93rISenAAUFymQkh4NX/Tyu5heAdI3sDsmiu6qrBuVUtvBG0uv9jThhVB6nRhoA7sIur/sEcn8FS4rVDBuvRa5z3GTGwW6xIDc7H4584b7PRxQKGo1E9D6nO8RWALNdi/zsfERpU8TP7J5rIOeLTSfwFITcjGHa33A4Ox9GXrp2aRDKWLhCG3OgnKC/3/YM/lH57CaLHV3f34ThrdLFGSMTJDddnw824seH2qF8vKxJttUIl2lnZnpkWwwQgtqE8VfsPo9Zvx5Bk0rxWDCsBZIsBQq3xaWCGBjsvr6HNKRB8K1n91sKu1zuIetD+h7T0rxPuPt1rcTFxSEvTwoJ4nkeOp2g/5OSklC9enXUqVMHer0enTp1UljsRQ2T+d9iN0xB2ry6sP85C7NXb4WVaYXKfm6hSDEG6VUoCjZxEk4+2enC3RmQzeJRw/w11t29DwUtHy6CD+C8eX29nvkhF54/mEQI308ny1v4SDcC91in4AoTvvSaXNGnix9PFt7Q5OV33ZErPnee7+Y5z9Dc8glm2oeHLlyQBJES4IE8pHP+Du9RKd5C7244vBVM7vPV6MSyC6KPHEbkdpoOe0p98NFpQiSG003Cx0j+3vvdaurLuW62iyGC8x09xZITLrIePYPcOz9Azp1zMd7qWYjNAa1HOCMAbHLWvl+0Q8rYtri5Hh/+RhnRJW+Y7b4vAGw5Ibgp95wXEpP0l3Yptr+w5qDHMe7sG3UMJ+8/CHtFz7o84cKvIm/ZsiU2bBAKxmdmZqJePelHWLVqVeTl5YkToNu3b0fduur1QooC+Q0Qs0eoe+LYuwwLrw2FgXPAmuDpb5NjlFmuCQYO0VFK65Zz+1Vfc1oGapN5wfDN/a2xakxbcSIplGAhBg0GWZTx6PFcAexMg9OsAro1qIi9rJZYL7uW5oLaMCHxW5M3Ud/8OYZbn/e6T1tZ0wp3tCEozxuFmsKX3y8Lt0vK5Cm3GucFTe73Gn4HIGzZfnKSl3RD/C+PKdZxDquolE9ezQfjtKKxoXNanfnMiD/+y4atUluxAJTrwcRHC7btRZaEnX5yEa7cuxVTNePxmn0IVu45rzDKXFjq9sH3fOBhgvKaOV0tc8QwWDmnrrnVOJEZempvt/Ja/s98v1+MUlnhnD/64+gV/HHEdyhpr4+3YMTCnf4/QBHiV6N069YNBoMBQ4YMwaxZszB58mSsXr0aS5cuhcFgwCuvvIKJEydi4MCBqFixIm699dawCav25adz0kW9yeS7I4seDnEMwSL3bRnnsaKxpGqkxKByolFmkYcW9XmQedaBtjpvSle8808OoSWWxatXv/DM+OUILDAofNvuPHCzIOP7Az2z47xF0ZQWtjFlOrrDEA/OYUHMltehP7cF+tN/QyvPUwiw+FhhMfz3E3RXDojt9yTBrGBaA/p+sgWDPtuOMzk2QRZbATocex2A4FrJMdvAtAZxAtL1UOJjhdr2PzpuVj3v0vski5QZk7FWI4SofrblNDYd993ibaZNOTlsdzfjAXy+VZqrOc4qYYOXiXcFsoevmkUuP8/6I5fxl00oO/CU7WGxz8Gk7/d7HOfOmWwzTrs/RMKIXx+5RqPBtGnTFOtq15Zmhtu3b4/ly5e7HxYWVu4SOnRw4GFlWo+wpKOsCtRsZ9PNzyHun9nQw47rzqYLGubpWgGAUdZn8ahuFdppDkIHB9Y/1sFjn8LiigjwVizfF8NaVUHL9CQ8vWqfmLEqJ4azoGV6IvROJTnX0ReZrDbMlW/Gxx57Fw2TbvMeIVAu1uARWw5AdV1poZ9lGp7RLcVppiz5wFkF6zZ2+zvAdinyx1WP3r3aY1GTuFaqq5PyRVtcHb7BWZ4VOHLVhvM5wvmzLQyx+QVIkLU5M8OAbaeyMSxZpvScUSssOgV/3rUOM77zfOurlhyN1BilopS/1BzOMqFDzWSPt2AXHzv6YCPfGOeZEJ747p//YWqP+qr7+oMxpnoeM1PKt+vsdey/oCw7O9b2JMrbs+HpePXPgAXbiu1+jyjTaOr3QlZUIvJg4BxY62iD8dZHMcI6GTXNX+EOy+uqxxW0egz7+OpirOuSnWehAa9IOnCxgW+GT+09AQhx53FRfp91AWOpcTssNbrB1CG4ZrAA8OSttdGljhRz+7D1CXxk74MzsnDDeW5dhTbzjcCF4I/3RyP3iIBCUr+8evZpcXBLzRT/O/kgRi9d312sDobbPGOTNVcP+x7E4RnpUSTYzUj8TpmtqzWdg+Hkb+LyH8elHAQHNDh84bpbPRUOPx/MklobQpncUxCTrmoQMcaQGK2HVsOhfJyn5fvh3yfw9p//+RR/H6uJq87p1NX7LmL7qWyf+3sdx005u7C4uVbGLNmFq/nKye8CGHGSVURJJ3IUOWOoiCv4w/Ak+mqFXptrHO3wPX8L/uabgEGj2h7NhQ06sRDQnPXHoIXDowOOC9fMt5bznRocNPoY5PT6DHyCp2skWNby7TDbPhS3Wrz00iwGGgVY/Os2Z4bkyjFtVLfXLy9klE7uFr75FW9UT4kJyWpKT1J3v1WWFdu63Hm26j4uuBDL9nrDeHilZ0ILAONBqRuUhUmGigMaaGV5lCOtz0kHyXz8TB8Ns82BCzlmZcKbDNcoDp7hkkn9QfX1juByTnad8yyBHAhWh/rvWJ6TsfG/8BSzKi4iRpHrT/2Bv/SPoYbmIqbphQ70datLCnH0zdXQwkeWng1aRdsubxY5AFx2JnMc4tXrWpckfPmpQ6V3owr+dwqAV/s2xLaJnRXlCuS4pj50oYSQ3CAOe2lSsXiU5B+2GbxP/AIIn0XO1COHok5IDUjSOEk52pkWMTpJkcvr9Cgscn08xizZhT6fbEWVJN/fqRxvbpRA0Xo5Xu1hOrKdpBu8zSW7XCt2nmHCd8FF253PMWPkwp24lm/FhRwzeMZU5/CKi/BpgSLGkVjDY92IWxqhRsuqaFc92W8vRxvTQS9rJqHmI3eNcISlY6j1Bezk6+KuUAUvBhyMQx6KPs39pR718cO+i/53DBHx9i/BejwY0Xo0KK8Ie3WoTNQBECYWNTohWzIMMF/p5E5clUEBwSJPjYYrpFpZwkJWY4QZYnHokuCuyLOqT9TOubuRYrnzu3+HlEULAAU2P6n6Mp7tcRMWbhHKbNgd6tff5Vqxq1jsbaolYUKXWhi16F/V72/R9jM4eMmEO+dKbzxaDYd/nuyk2O+ez7dj2X2tA5a7sESMIne1hZLDjIloXyEwH6cdWkUGpA52ODj1IlF6LYexQ0YUmQ843DSxzAcDsEFl2w00EgLGJWIJ1uNeSU8y4ky20jUSrVcaCGoRFwDA2fKFOuaFnOzUXt4P6IxwxKcrapO4SPj9Kb9jtNZIfVnt0EInq0Mu71/quCrVqhcKXQmKfOPRK6rj1i6n/G0V2HioGe82B4+tp7JxS80U1VhxOe6lg30RpZO+Axvv27Vy8qpndIlWw6Fe+TikxOiR5cU15I6awj9+pXjq00eMa8XBMzH8x4WrclogWKGDXnaTGmCFjVPe/K6vISlaHzFKHBCKXRWEqV5JceB6JY1Az4qqj9hd4VwvsOPKqK0e+7lqb3Nm36F4irE3Todx3yKA8UhZeidSFnVW9I4Ux5Z13clr5z1Z5yGbpOwd0CiqXMot8rhDUoNk3ii5it76TSpj8Y0fy1NN0b3/13FMWLEXu85exz8nfF+HD/6WHibyBtr+bhtvFrlLkY/4yjPmm3P7PxTUyhYUNRGjyDPPek50uArRBIJNpsjTcA312XHYA3j1jHQiSTn6K7QVKcj7eQLA+BV7wMd71hTRObMGo3d96nUsruCKophWTOY8xP/xLGJ2SGVk9ZcyEXVkNQzHpIJN8s445np3AwBsaU2Rc4dQ8tjU4UXUMH+NY85mJaPaVIUDWkXD7nNMipLiecmtwaLV34LjjJ4Wc48G5cW/c8xKi7txpXgx1jq7wIYDF90qFrohfw64XDru11qNqwXqTaAd0MJiV7fW/f1uvL3pXjZ5vl3tOpejsmfREjGK/LralxFENUEr9NDDjnQuC9uMQhpwLbN6YH+kq5M76oWnVKYc9xKxoTC+cy30bVwBdxThmEVNMB6qdDcfgrdXc1d8d17Nnl7HKregmRjzzVkkhRC75TXFfgm/PIzEnx6S5HWmoud2mQk+oRpMHf+HnF4LYKk/AFljj6CghZR9atRpMLZDddihQfkCqV52AYzofpPwncgnbNvMUXPiqf9u5OGdZjelufd8rjgBei7Hgi+3nUaguFLoa6V6r6HvYtavR7xu6/jO36rrXUaFtwna9UfVszvvmufZRclbZE9REjGK3P0m8Nbh3Rt2aFFLcwGxkPxhsQ71J2UEuJV9MqtPA/87hUhRvi6mxhowpXt9hV+zpOHtxxjMW4StQkvV9fH/qIQn8nZwbv0d5YrcG8mLukBjOgeNs6WYzdkZp6DZaDET070e0coxbcFx8AjH7VY/TYxcKtD5L1OhpvNcDwJvuC7rm+v9N1y4S2bdT1wp5JS8/rt6Jy93vM1TeMP1Wbzp4ED95r7GKEpK7i/HjcOXlGFeuUFGafTWCOn7d2q2i+v0UFr5rh+re0Ya4en/fOZ2/3XOSxP6IigrcL3PQs+VvAN6izRhqDu3FcbdC5A2twbKLVB2JQok3lyXfQypX7RFvDM7k4/yP4+UaNSBA5CGbMX62uVixInAL7OFUgvv2Pt7P7eKxuI4Dj0bllfZW9oeKPI6KHFRwkOnl4+x5bR/6y/x7/ymo3GOBRYkEYh0H93TFBXjvZfC8BdRVxREjCKXVzgDBJ93MEQ5Qw+rcVLz048qKttvpcYaMLV7PbzVXxk6VZJpUikeT3Wt7RHu5SKYmX5fVE+JxoQuQq35WqkxHlEJhH/kk/PWSu0ACC6Ri3Wl7kvJ3w1A/F8qTbp5h2pj4jVpD3nuK8Ok9W9JazUcwHGKBLhP7D3RoWYK0pMFg+kzR3dYavXAZ/YeXsfx9rDzlrnLAcj3Er6oxqFLkg/dZBF89sNbp3u1tlNi1F2veZ3+hw6W91W3yWUT/lAq4df6NvTYt2ZqDC7keo88emJF+CrCuogYRe6O3U/BK2/ky4pI7Yv1rKPSp3FFlIsr+kJT4eLDwU0xtGUVj27vTZzFs8Z09F0R0oVat3g5HMdheOt0bJvYGUuLIS62VCJXCs56JVHH1kATSGbnpX3grJ6TgVvO+Q5dHLBgh+p6efw3xwkOIp5J6mAT3wjJ0Xq0qZoEQKgRfuH2eciG9wCDaL36b9KV2SunQ81kMECs8xIIJ64WeCTdVEoweh0jlLki15uCuy1dr7ynAaMpAbNqEaPIh7R0b7EW3MV7yXYvAKkv5TjrhIiK6PCG0cuPx/U6pw+wZuzr/Rp6JDMQARDkPZTb9XVcG7hK0dw7EEWuObtDtSH4N44uKnsLnGcpuJpvw/ojlz2SadzLu3Ic0F4rTf6bYUDFBCMMsnmLbFnAQUO38Nxysd7dkRUTjB71VlzVDz3KzKrQtlqS+PeVfJvCAjf4cHk92dV7UTc15g9tjkc71gAgfa3u3iK17NIkL5a/HD7MCR0Ro8gHuYUZBVsfYzMvvBIZnUlBOYiJyHA3+YRPUaLhOEWjBCIwMlp4hhX6wtxwKOwVWyncJFqbp6Vtq9BCscxSa6u6Vrw1zH4q7VO0d7oPnvl+Pzq/u1Gx3d16dv/mLcxTOR2RNTTuXFvpY769nqfVXRjayJS2C7kSvOujf/C1rPa7wccEebDRIk0rJ4jhkn0aCxPDp92SvdyL6M3qHVhgwZ9eEqeKiohR5C4crHDKxpXc0FwjzI6XRzZW7S36pgvh5v521VAhPgqtq/r2fZaGt41IYGCzygqjYqbshy13Kfx7RpkHob0mRWkknfvDY1xL3X7KFTazqiL3xorTnqWO5Qk5LqvWZe1yHIev7bdJp1OZg7ogc2E0cSuYlhJkgMCYm9ULx7nq6ctx94G/99dxj3288YDsPF5LJciomGDEtomdFZVG5cRF6bDxiY7igytQO/uZ7/dj/Ld7Atw7eCJGkbt8Vl2sbyHDMiXo4103ZguNEK5UmVOPAy3p1EyNwQ8PtcPce5qV6trekYo8vr6V7GF77rrSsuN43+Fr8lKxAKBd8yTi/xA64Jw1KBucf+Isu7wh5k6fYyoUubO+yD2yN4ocWZ17V+E4OW84QwT7N62oiMRoXCkeI1qn+zy3Oxkt3F2lwjhqfnbXxGZhePiWGuLfZrv3ccZ3DmwuCRDeAlzfs68SzO5va5v9ZK6GQsQoctckxxlWHltY8HHSdibcIH87hOiO33n1mN7SRqTHxEcyg5pLP+Q31gsGxOU8q9eEGgW8Fdn9liKv1XgAAGeSeq++mf4eelpm4nZn/f1X7CNQ27wQ4/PHoKPlHRwb4lkOAAAcMhfFX86yrTpZtypXyvovjlY4D++T3+mJ0Yo3vhGt0326ONRIjPa0+Md2qI6hLaugYy2l26ZJ5Xi80suzP2yLKoGX6ACAW9/b5HXbyDbBVTq9vV4atj7VCdWSvYdB51kduLdt8VRQjRhFHiquKJeO2n3OZQ0ebB96XfCSCnlWbjxyq9VlVbq7WLzB8Q7Y0m+BufEIj20Wzoj9rIaYXg8IyTx6nQZnWBq2XlaffHvxR6FxMGMMH28S+uzqZJPhe3jBKv3B0d6nbL0bK8sbB+KLdo8Xd19eOKIFbq6RAqNeiwdkJWjTk4x4umsd3KYSgVLYjkFFhb8Y+DyrA42LqWZTmVPk8uWHOtS4McIUA2SJFy9rxrbDrw/7VoCA5N54pspimNpLzau/dXTCTw6p8YbYH1PnafF5rabo/H/yDwdUt284dgVbT15T3Bt5Vsnd8BvfCt0sr+F73vfnSIkxKB5SZltwDVg+H9bcY538I8lrslzLt8Gg06g+LKokBlYorm/joqmrHyybjl/16msvasqQIncrLRo5FXyJEsId9dLw3B3qGa1pcVFBhaHlGtJQ0PIRcX1V7hLOGaWxmVNRMq1nTsOfXup8eOvEI+fR5XsUBZ++231esf0IS0cg73PyPbzVHfGGq7OUvGNUqix8UR5RKH/QeMjgvEYNKvhuFSgPUVy47bRHudw+RdRAxR2LnQ+5mUagRIwiD9XCdFfcDhYxH71QkGul6JnVpwEGNgsu3FBOrtmOXKe16V7Ns63mEC7nS0qroOlo4Q+d0uo01+uPgiAtYHfkv6UH21cP6liXT/iSrMpfINEgZpWmEFUSo7H6wbZYM7YdKnhJcb+/nX8f86TbfJeLaF5Fmrh9d8NxdH1f6SsfFaR/vCRSurWZDIfbRw02xZ8gQuW2DzaJkR/ncywenWlcD9+8Vo8DeqdLRdaO0FKzO3K7vRe6IDKTvGnl4CYMXQk8ruqDAJAcwJvIdbN6Kn7FBCPS3DKp5eXDH5FlJg9uXriHaHc/uRc1Uj1DNV28P6hJQOf4dIj3fsHFQZlR5GNukbK8clk0LsN/DYrSQCR0CCqrnMouQC4TFPYevgYMGqdid+slm/XIadgmHkdOz/lFct5gb4kFQ5t7rMuTuSee7lq0BdR4LxZ+/6ZSN3t5mGc4vRftqidj+f3+S1I0q5Lo4aJJdNZnn3RbcBmmhaHMKPJovWQ1bOU9Q5lKHZQRVOLJPJuDHhahhO1CRzdUiHVOyHNusdQcBxiDNzzcw/hceGum4I0mKlZ72+pSffJgQw/94XLVuHfpqpsm+cLVwhHDRfUU7xa7nKRo5ZvJlyOEEOd7ZDHzhy/mIhxEjCIPtTg7p+FgdcaSW8uCW4VM8RLBOwMae90269cjOIs01DF/iWWOW6V5DY1SkedZ7ag75Se0mbNB0eLMF30bV8D0nurK7khW4Bmi3ujRoDwe71QT80e1Cuq4VwOole+aEE6L854tWlyTiMEg/8V9N7oNKqtE1ewKMPw0WCJGkacnReP5u0J7CrsmPK0o/S3eiJJBYrT/e024LzloIUwIMk4LnjGsPXARdp7h8eVSGdTfjwQWIVK7XCzionQexaoABNWJxx15saxRbauic93gKgyqxYO74wptjDEEVuE0EJW+7hH/oaGhIq8J423+11uFyFCJGEUOAPeHGPftCkE0MwOW3hecJRFxlECLpUwSxJtRLHM2Y7blYc3+i5i65hAW7ziDPeelzkDuVfRWP9hWdSxXWWK1kMS//7vqsc6d2V4s5/cGen/DKCo61U7F6JurYaKX6oXGQrhyAn0ohIL8q/FW7TBLpadnUVAGfAwuODEpyAJ9QL3+iLLDOwMa42QAJVWDRZ4C74+7LGsBANF7v0R28+EAhJR+Ocv+PadYrpignhQTSCSJL1o565C7Ex/lX2X4i+v2h1bDYZysRoqcxfe28vBFy42W70a3wUWVJg8u12zN1BgcvyKVAx53S3Dhl76Qq25vz2/36olFRURZ5KGSwgllOFtovDdjLX2QrzwQOtRMwVCPmveho9aIwBtDrS8AAF6PnoB3/vwPgGfT8X0XApssc3WGSlTpbB8I7lNS03vehNbVkvz6pr+5rzU+HNzU5z6hUKdcrM/a5+lJ0aoPIY7jsG1iZ4xopSzupQ/iQesPedMLo1593OdXhqdbUJlS5C6aaE7caBHCDjlWSgbBTMpt5hvh+OjjmHtBqiGy/ohnHevmQRSL8tZ4xB/ufSZ7NCiPuQEo6BqpMWGzOr0RzL2+80y2+HeDCnHoFWBWZ50AWhu69PitdVJRye1NaeEIob58hYTwdB8rM66VsuYyJjs8Msl3y9rMV8mIzDwr+MxdPVTd+Wv8LeLf7wxojCFfqLd7q+xDqRRHw+CiIph7XT5n4AoPDISFI1p4ncB0l0OtOUZNpyu3qHrouuPXIud5HlOnTkVGRgZGjhyJkydPqu43ZcoUvPHGG0UuYDgYZFFpbksQJYBfD2UFvO9wLzXA5Z2eapeLFfu3BkMkNYsKpESAixwvGab+0Gk1fuPlXROcam9hUToN/ndXfXx5fxuPbUWBX0W+bt06WK1WLF26FBMnTsTs2bM99lmyZAkOHz4cFgGLCvml5cuARymCfoeEjLedvvFgWDVGilz5YFATj272XeoI3Wxi3SI3ZvTyHtMdSRa5zRF4gpOdD61OjS9crhVvV65nwwqo4GVyOlT8arQdO3agUyehKW/z5s2xd6/SWf/vv/9i165dyMjICIuA4cC97gpBhJN5GeGb/AOAyolGrH6wLb65v7Ui49KFy0J3b5islrHpIpIscldZ34QAJnbtjvA5HV01WyoFWF63KPH7yU0mE+LipHAirVYLu90OnU6HS5cu4f3338f777+PtWvXBnRCrZZDUlJgKa+ex0oKONgxomU9Be3QFloGb2i1miIfMxR0ztdAjisauUr79XIRDrnaRgfXz9Ibn4xshQcXSv5uuZy+ZK5aTvj9Vi8Xi22nsgEAk+6s5/OYpKQY6Hx0qHcR7PUKx3cedUmIv29eNUkc35tccnu8qGUZe2sdtKtTDi2reT5MXYTrvveryOPi4pCXJ6X08jwPnU447KeffsK1a9fw0EMPISsrC2azGbVq1cKAAQO8judwMGRn53vd7gv5BQh2DHOBNMnBQ1NoGbyRlBRT5GOGgsP5usnzfJHIVdqvl4twyfXH4x18thoLhCoxyp9roHJ2rp6IWb0boFa5GCzfeVYYK9bg8/jr1wsUvnZvBHu9wnFtrzrH1DBJt3iTyyKbPA6HLLUSonyOG8r9lZbmfa7DryJv2bIl1q9fj549eyIzMxP16tUTt40aNQqjRo0CAKxYsQL//fefTyVeUigLrpWiKrXy/YNtkVNQuAkiQiLUaIW0uKhCz3twHIc76qdh9zkpQ7RBRd9JO4Eo8ZKC2Vl/JpBQS2/dlSIdvxqtW7duMBgMGDJkCGbNmoXJkydj9erVWLp0aXHIFxbKgiIvKiolGFE/xEw9Qp1nbw+8/GuWyRJySGntctIbbUpM0bh7SgLtqicjwajDCC9RPHKCiXCJJPyaCRqNBtOmTVOsq13bswZCSbfE5fZFWVDkERR0UGbpVj8Nr/52NOD9Q1VC4YphDpSW6eHpAZAaa8Bvj3YIaN/SapGXmYQgOWVBkRMll2i9BqvGtPVZGXFw88r4JlOqq/LR8JZ+E1ICoWOtFI8wxOLgnyc7lQjjghR5KYIv5f065ZTO2zayKbDxSPbj2ohySz5pXysF/50LvZb1W/3DX71QjZLic6+UEIUTVwtQN610Fc0rOxpNZg64qiCWZkrGz4YoLDFuE3cxBl2p9e8WJ00qCbHzGS0K30S7JFJ2FLmMspDZSUQ2PRt5NgyWF2IKZ7Pfl3vU979ThFI1WeiR6t7wOdIpk64V8pETJR336nmAsjdmsyrhax7eqBC1WSKFUW2qomGFeLSr4T1pJxIpM4q8rEWtECWXmqlSGODrfRsiu8CGV36VauRP7V4PGo5Dx1opHt18nuhSK+zp8+FMY7/RaDVcqVPiQAQq8vGda4p+rsJCipy4kcgV8a11hYJWckXuqokyrkMND0UeSKx0qMRFlf45pNJGxCnykW2qhjxGWVLkRZXhSYROuVgDLudZ8dSt6r0oXbi+shuViOWtfRxRcok4RV5YyloZ2xIRtEsoWDWmLRyM+e2kLm8ZtuKBNn7rYBNEmVHkcspC+CFR8ghUIcvfolxRFsVFYZpQEDeeMqnIy4Jr5YF2VZF55joaVU4As9j8H0CUGG6UO2zThI5B9RglSg6lX6M5Ud6fpf9mbVMtGZuf7OQzDZwomfA3KB9Xr9VAV0IyMIngKDOKnCAiBZqgJoKFFDlBlDAYaXIiSMqMIufKgDuFKB2QGieCpcwock2Z+aREpEMGOREsZUa9kUVORAo8aXIiSMqOIic9TkQI+gC61xOEnDIVR/649TF01WbeaDEIwicNqEcqESRlRpFzHLCa74DVfGC9/QjiRlCnXCwl5RBBU2be4chHTkQC5B8nCkOZUeSJ0WXm5YOIYNx7dRJEIJSZu+bm6qWvmDxRelg1pi1urp6M1/o2vNGiEBFImTFTye9IlGQqJxrx3qAmN1oMIkIpMxY5QRBEaYUUOUEQRIRDipwgCCLCIUVOEAQR4ZRJRd6+BkWwEARReiiTivzdgRQdQBBE6aFMKnKCIIjSBClygiCICMdvQhDP83j55Zdx6NAhGAwGzJgxA9WrVxe3//DDD/jiiy+g1WpRr149vPzyy9BQFweCIIhiw6/GXbduHaxWK5YuXYqJEydi9uzZ4jaz2Yy3334bX375JZYsWQKTyYT169eHVWCCIAhCiV+LfMeOHejUqRMAoHnz5ti7d6+4zWAwYMmSJYiOjgYA2O12REVF+RxPq+WQlBRTKGG1Wk2hj5VTFGO4U1SyFTUkV3CQXMFBcgVHuOTyq8hNJhPi4qRC91qtFna7HTqdDhqNBuXKlQMALFy4EPn5+bjlllt8judwMGRn5xdK2KSkmEIfK6coxnCnqGQrakiu4CC5goPkCo5Q5EpLi/e6za8ij4uLQ15enrjM8zx0Op1i+fXXX8fx48fx3nvvUXEqgiCIYsavj7xly5bYsGEDACAzMxP16tVTbJ86dSosFgs+/PBD0cVCEARBFB9+LfJu3bph48aNGDJkCBhjmDlzJlavXo38/Hw0btwYy5cvR+vWrXHvvfcCAEaNGoVu3bqFXXCCIAhCwK8i12g0mDZtmmJd7dq1xb8PHjxY9FIRBEEQAUMB3wRBEBEOKXKCIIgIhxQ5QRBEhEOKnCAIIsIhRU4QBBHhkCInCIKIcEiREwRBRDikyAmCICIcUuQEQRARDilygiCICIcUOUEQRIRDipwgCCLCIUVOEAQR4ZAiJwiCiHBIkRMEQUQ4pMgJgiAiHFLkBEEQEQ4pcoIgiAiHFDlBEESEQ4qcIAgiwiFFThAEEeGQIicIgohwSJETBEFEOKTICYIgIhxS5ARBEBEOKXKCIIgIhxQ5QRBEhEOKnCAIIsIhRU4QBBHhkCInCIKIcEiREwRBRDh+FTnP85g6dSoyMjIwcuRInDx5UrH9999/x8CBA5GRkYFly5aFTVCCIAhCHb+KfN26dbBarVi6dCkmTpyI2bNni9tsNhtmzZqFBQsWYOHChVi6dCmysrLCKjBBEAShxK8i37FjBzp16gQAaN68Ofbu3StuO3bsGKpVq4bExEQYDAa0atUK27dvD5+0BEEQhAc6fzuYTCbExcWJy1qtFna7HTqdDiaTCfHx8eK22NhYmEwmn+NptRySkmIKJaxWqyn0sQAwo18j1KsQH9IY3ghVtnBBcgUHyRUcJFdwhEsuv4o8Li4OeXl54jLP89DpdKrb8vLyFIpdDYeDITs7v1DCJiXFFPpYAOheJxUAQhrDG6HKFi5IruAguYKD5AqOUORKS/OuW/26Vlq2bIkNGzYAADIzM1GvXj1xW+3atXHy5ElkZ2fDarVi+/btaNGiRaGEJAiCIAqHX4u8W7du2LhxI4YMGQLGGGbOnInVq1cjPz8fGRkZeO655zB69GgwxjBw4EBUqFChOOQmCIIgnHCMMVacJ7TZHDfMtRJOSqpsJFdwkFzBQXIFxw1zrRAEQRAlG1LkBEEQEQ4pcoIgiAiHFDlBEESEQ4qcIAgiwin2qBWCIAiiaCGLnCAIIsIhRU4QBBHhkCInCIKIcEiREwRBRDikyAmCICIcUuQEQRARDilygiCICMdvGduSAM/zePnll3Ho0CEYDAbMmDED1atXD/t5bTYbnn/+eZw9exZWqxUPP/wwKlasiHHjxqFGjRoAgKFDh6Jnz55YtmwZlixZAp1Oh4cffhhdu3aF2WzGpEmTcOXKFcTGxuLVV19FSkpKkch29913i0080tPTMW7cODz33HPgOA5169bFSy+9BI1GU6xyrVixAt999x0AwGKx4MCBA1iyZMkNvV67du3CG2+8gYULF+LkyZMhX6PMzEy88sor0Gq16NixIx577LGQ5Tpw4ACmT58OrVYLg8GAV199FeXKlcOMGTOwc+dOxMbGAgA+/PBD6PX6YpNr3759IX934ZDrySefxOXLlwEAZ8+eRbNmzfDWW28V6/VS0w116tS5cfcXiwB+/vln9uyzzzLGGPv333/ZuHHjiuW8y5cvZzNmzGCMMXb16lXWpUsXtmzZMjZ//nzFfpcuXWK9e/dmFouF5eTkiH8vWLCAvfvuu4wxxn744Qc2ffr0IpHLbDazfv36KdaNHTuW/fPPP4wxxqZMmcJ++eWXYpdLzssvv8yWLFlyQ6/Xxx9/zHr37s0GDx7MGCuaa9S3b1928uRJxvM8GzNmDNu7d2/Icg0fPpzt37+fMcbY4sWL2cyZMxljjA0ZMoRduXJFcWxxylUU31045HKRnZ3N+vbtyy5evMgYK97rpaYbbuT9FRGuFV8NoMNJjx498MQTT4jLWq0We/fuxR9//IHhw4fj+eefh8lkwu7du9GiRQsYDAbEx8ejWrVqOHjwoELuzp07Y/PmzUUi18GDB1FQUIAHHngAo0aNQmZmJvbt24e2bduK59q0aVOxy+Viz549OHr0KDIyMm7o9apWrRree+89cTnUa2QymWC1WlGtWjVwHIeOHTsWSkZ3ud588000aNAAAOBwOBAVFQWe53Hy5ElMnToVQ4YMwfLlywGgWOUK9bsLl1wu3nvvPYwYMQLly5cv9uulphtu5P0VEa4VXw2gw4nrFc1kMmH8+PGYMGECrFYrBg8ejMaNG2Pu3Ln44IMPcNNNN6k2oZY3p46NjUVubm6RyGU0GjF69GgMHjwYJ06cwIMPPgjGGDiOU5zLW3PscMnlYt68eXj00UcBAE2bNr1h16t79+44c+aMuBzqNXK/D2NjY3H69OmQ5SpfvjwAYOfOnfjqq6+waNEi5OfnY8SIEbj//vvhcDgwatQoNG7cuFjlCvW7C5dcAHDlyhVs3rwZkydPBoBiv15quuHVV1+9YfdXRFjkvhpAh5vz589j1KhR6NevH/r06YNu3bqhcePGAIQ2ePv37/fahFq+Pi8vDwkJCUUiU82aNdG3b19wHIeaNWsiKSkJV65cUZw/ISGh2OUCgJycHPz333+4+eabAaBEXC8XGo10uxfmGqntW1QyrlmzBi+99BI+/vhjpKSkIDo6GqNGjUJ0dDTi4uJw88034+DBg8UqV6jfXTiv108//YTevXtDq9UCwA25Xu664UbeXxGhyH01gA4nly9fxgMPPIBJkyZh0KBBAIDRo0dj9+7dAIDNmzejUaNGaNq0KXbs2AGLxYLc3FwcO3YM9erVQ8uWLfHnn38CADZs2IBWrVoViVzLly/H7NmzAQAXL16EyWTCLbfcgi1btojnat26dbHLBQDbtm1Dhw4dxOWScL1cNGzYMKRrFBcXB71ej1OnToExhr///hutW7cOWa5Vq1bhq6++wsKFC1G1alUAwIkTJzBs2DA4HA7YbDbs3LkTjRo1Kla5Qv3uwiWXS57OnTuLy8V9vdR0w428vyKi+qErauXw4cNiA+jatWuH/bwzZszA2rVrUatWLXHdhAkT8Prrr0Ov16NcuXKYPn064uLisGzZMixduhSMMYwdOxbdu3dHQUEBnn32WWRlZUGv12POnDlIS0sLWS6r1YrJkyfj3Llz4DgOTz/9NJKTkzFlyhTYbDbUqlULM2bMgFarLVa5AODTTz+FTqfDfffdB0DwS0+fPv2GXa8zZ87gqaeewrJly3D8+PGQr1FmZiZmzpwJh8OBjh074sknnwxJrsWLF6N9+/aoVKmSaH21adMG48ePxyeffIKffvoJer0e/fr1w9ChQ4tNrmXLlhXJdxcOuQCgV69eWLx4scJiLc7rpaYbXnjhBcyYMeOG3F8RocgJgiAI70SEa4UgCILwDilygiCICIcUOUEQRIRDipwgCCLCIUVOEAQR4ZAiJwiCiHBIkRMEQUQ4/wcL9NYpwu8zsQAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(1, 2, 1):\n",
    "    sns.set_style(\"darkgrid\")\n",
    "    plt.plot(np.linspace(0, showNum-1, showNum), xPredi[:, i], )\n",
    "    plt.plot(np.linspace(0, showNum-1, showNum), SAEModel.ae1(xPredi, isHidden=False).\n",
    "             detach().numpy()[:, i], )\n",
    "    plt.title(\"Reconstruct\")\n",
    "    plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### 第二层AE的隐层"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "\n",
    "for i in range(0, hiddenSize2, 1):\n",
    "\n",
    "    plt.plot(SAEModel.ae2(SAEModel.ae1(xPredi, isHidden=True), isHidden=True).\n",
    "             detach().numpy()[:, i], c=\"blue\")\n",
    "    plt.grid()\n",
    "    plt.title(i)\n",
    "    # plt.ylim(-1, 2)\n",
    "    plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### 第二层AE的重构能力, 红色为重构结果"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "source": [
    "for i in range(0, hiddenSize1, 1):\n",
    "    plt.plot(np.linspace(0, showNum-1, showNum),\n",
    "             SAEModel.ae1(xPredi, isHidden=True).\n",
    "             detach().numpy()[:, i], c=\"blue\")\n",
    "    plt.plot(np.linspace(0, showNum-1, showNum),\n",
    "             SAEModel.ae2(SAEModel.ae1(xPredi, isHidden=True), isHidden=False).\n",
    "             detach().numpy()[:, i], c=\"red\")\n",
    "    plt.grid()\n",
    "    plt.title(i)\n",
    "    plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "execution_count": 73,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "print(\"****第一层的重构****\")\n",
    "print(SAEModel.ae1(xPredi, isHidden=False)[:, 9])\n",
    "print(\"\\n****第一层的隐层****\")\n",
    "print(SAEModel.ae1(xPredi, isHidden=True)[:, 4])\n",
    "print(\"\\n****第二层的重构****\")\n",
    "print(SAEModel.ae2(SAEModel.ae1(xPredi, isHidden=True), isHidden=False)[:, 3])\n",
    "print(\"\\n****第二层的隐层****\")\n",
    "print(SAEModel.ae2(SAEModel.ae1(xPredi, isHidden=True), isHidden=True)[:, 3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 720x1152 with 14 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = open(os.getcwd() + \"./data/data_trn_20000.csv\")\n",
    "data = f.readlines()\n",
    "paramSize = 13  # x的维度\n",
    "totalLen = 20000  # 一共有多少个输入\n",
    "l = []\n",
    "for i in range(1, len(data)):\n",
    "    temp1 = data[i].split(',')\n",
    "    for j in range(1, len(temp1)):\n",
    "        l.append(temp1[j])\n",
    "totalData = np.array(l).reshape([int(len(l) / (paramSize + 1)), (paramSize + 1)])  # shape(totalLen, paramSize + 1)\n",
    "\n",
    "columns = [\"V0\", \"V1\", \"V2\", \"V3\", \"V4\", \"V5\", \"V6\", \"V7\", \"V8\", \"V9\", \"V10\", \"V11\", \"V12\", \"Y\"]\n",
    "totalDf = pd.DataFrame(totalData, columns=columns, dtype=\"float32\")\n",
    "totalDf = totalDf.fillna(axis=0, method=\"ffill\")  # 用前一个值替代nan\n",
    "# 给他归一化到0~1之间\n",
    "totalDf = (totalDf - totalDf.min()) / (totalDf.max() - totalDf.min())\n",
    "# 画图看看\n",
    "plt.figure(figsize=(10, 16))\n",
    "\n",
    "showStart = 4000\n",
    "showStartAim = 1000\n",
    "\n",
    "for i, col_name in enumerate(columns):\n",
    "    plt.subplot(14, 1, i + 1)\n",
    "    plt.plot(np.array(totalDf[col_name][showStart:showStart + showStartAim]))\n",
    "    plt.title(col_name)\n",
    "    plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "source": [],
   "execution_count": 74,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## TEST!!!!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 720x1152 with 14 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = open(os.getcwd() + \"./data/data_trn_20000.csv\")\n",
    "data = f.readlines()\n",
    "paramSize = 13  # x的维度\n",
    "totalLen = 20000  # 一共有多少个输入\n",
    "l = []\n",
    "for i in range(1, len(data)):\n",
    "    temp1 = data[i].split(',')\n",
    "    for j in range(1, len(temp1)):\n",
    "        l.append(temp1[j])\n",
    "totalData = np.array(l).reshape([int(len(l) / (paramSize + 1)), (paramSize + 1)])  # shape(totalLen, paramSize + 1)\n",
    "\n",
    "columns = [\"V0\", \"V1\", \"V2\", \"V3\", \"V4\", \"V5\", \"V6\", \"V7\", \"V8\", \"V9\", \"V10\", \"V11\", \"V12\", \"Y\"]\n",
    "totalDf = pd.DataFrame(totalData, columns=columns, dtype=\"float32\")\n",
    "totalDf = totalDf.fillna(axis=0, method=\"ffill\")  # 用前一个值替代nan\n",
    "# 给他归一化到0~1之间\n",
    "totalDf = (totalDf - totalDf.min()) / (totalDf.max() - totalDf.min())\n",
    "# 画图看看\n",
    "plt.figure(figsize=(10, 16))\n",
    "for i, col_name in enumerate(columns):\n",
    "    plt.subplot(14, 1, i + 1)\n",
    "    plt.plot(np.array(totalDf[col_name][:20000]))\n",
    "    plt.title(col_name)\n",
    "    plt.grid(True)\n",
    "plt.plot(np.array(totalDf[\"Y\"][:1000]))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 第二章\n",
    "#### 查看循环迭代是否可以收敛\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: './modelStorage/SAE24To20.pth'",
     "output_type": "error",
     "traceback": [
      "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[1;31mFileNotFoundError\u001B[0m                         Traceback (most recent call last)",
      "\u001B[1;32m<ipython-input-76-282bff70035a>\u001B[0m in \u001B[0;36m<module>\u001B[1;34m\u001B[0m\n\u001B[1;32m----> 1\u001B[1;33m \u001B[0mSAEModel\u001B[0m \u001B[1;33m=\u001B[0m \u001B[0mtorch\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mload\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;34m\"./modelStorage/SAE24To20.pth\"\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m      2\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m      3\u001B[0m \u001B[0mcorrPos\u001B[0m \u001B[1;33m=\u001B[0m \u001B[0mnp\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0marange\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;36m10\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mstep\u001B[0m\u001B[1;33m*\u001B[0m\u001B[1;36m13\u001B[0m\u001B[1;33m,\u001B[0m \u001B[1;36m13\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m      4\u001B[0m \u001B[0mcri\u001B[0m \u001B[1;33m=\u001B[0m \u001B[0mnn\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mMSELoss\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m      5\u001B[0m \u001B[0mreconTest\u001B[0m \u001B[1;33m=\u001B[0m \u001B[0mxPredi\u001B[0m\u001B[1;33m[\u001B[0m\u001B[1;36m600\u001B[0m\u001B[1;33m,\u001B[0m \u001B[1;33m:\u001B[0m\u001B[1;33m]\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n",
      "\u001B[1;32mC:\\work\\anaconda\\envs\\graduate\\lib\\site-packages\\torch\\serialization.py\u001B[0m in \u001B[0;36mload\u001B[1;34m(f, map_location, pickle_module, **pickle_load_args)\u001B[0m\n\u001B[0;32m    417\u001B[0m             \u001B[1;33m(\u001B[0m\u001B[0msys\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mversion_info\u001B[0m\u001B[1;33m[\u001B[0m\u001B[1;36m0\u001B[0m\u001B[1;33m]\u001B[0m \u001B[1;33m==\u001B[0m \u001B[1;36m2\u001B[0m \u001B[1;32mand\u001B[0m \u001B[0misinstance\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mf\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0municode\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m    418\u001B[0m         \u001B[0mnew_fd\u001B[0m \u001B[1;33m=\u001B[0m \u001B[1;32mTrue\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m--> 419\u001B[1;33m         \u001B[0mf\u001B[0m \u001B[1;33m=\u001B[0m \u001B[0mopen\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mf\u001B[0m\u001B[1;33m,\u001B[0m \u001B[1;34m'rb'\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m    420\u001B[0m     \u001B[1;32melif\u001B[0m \u001B[1;33m(\u001B[0m\u001B[0msys\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mversion_info\u001B[0m\u001B[1;33m[\u001B[0m\u001B[1;36m0\u001B[0m\u001B[1;33m]\u001B[0m \u001B[1;33m==\u001B[0m \u001B[1;36m3\u001B[0m \u001B[1;32mand\u001B[0m \u001B[0misinstance\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mf\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mpathlib\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mPath\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m    421\u001B[0m         \u001B[0mnew_fd\u001B[0m \u001B[1;33m=\u001B[0m \u001B[1;32mTrue\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n",
      "\u001B[1;31mFileNotFoundError\u001B[0m: [Errno 2] No such file or directory: './modelStorage/SAE24To20.pth'"
     ]
    }
   ],
   "source": [
    "SAEModel = torch.load(\"./modelStorage/SAE24To20.pth\")\n",
    "\n",
    "corrPos = np.arange(10, step*13, 13)\n",
    "cri = nn.MSELoss()\n",
    "reconTest = xPredi[600, :]\n",
    "reconTestCorr = torch.from_numpy(np.array(reconTest))\n",
    "reconTestCorr[corrPos] = 0\n",
    "print(\"原变量值为: \", reconTest[corrPos])\n",
    "print(\"corruption: \", reconTestCorr[corrPos])\n",
    "\n",
    "for i in range(20):\n",
    "    reconPredi = SAEModel.ae1(reconTestCorr)[corrPos]\n",
    "    reconTestCorr[corrPos] = reconPredi\n",
    "\n",
    "    # print(\"第{}次修复: \".format(i), reconPredi)\n",
    "    if i < 5 or i % 10 == 0:\n",
    "        print(\"误差: \", cri(reconTest[corrPos], reconTestCorr[corrPos]))\n",
    "\n",
    "plt.plot(reconTest, c = \"blue\")\n",
    "plt.plot(SAEModel.ae1(reconTestCorr).detach().numpy(), c = \"red\")\n",
    "# plt.plot(grid, reconTestCorr, c = \"yellow\")\n",
    "plt.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "xPredi[7000, :].shape\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "xPredi.shape\n"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "# np.set_printoptions(threshold=sys.maxsize)\n",
    "for name, parameters in SAEModel.named_parameters():\n",
    "    print(name, \":\", parameters.size())\n",
    "    print(parameters.detach())"
   ],
   "metadata": {
    "collapsed": false
   }
  }
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